MCP MeasureMCP Measure

index observed

LLM Provider Intelligence

LLM provider intelligence: recommendations, pricing, and status

Should I use this

Quality & Safety

A
Description quality
93%
Schema completeness
90%
Naming quality
93%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~351Tokens (tool definitions)
~1.1 KBTypical response size
Minimal attention impact (0.27% of 128k context)

This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.

Install

One-Click Install

Add this to your `claude_desktop_config.json` file:

{
  "mcpServers": {
    "intel": {
      "url": "https://intel.memoryapi.org/mcp"
    }
  }
}

Remote endpoints

https://intel.memoryapi.org/mcpstreamable-http

What it can do

Tool inventory

Tools (3)

🟢 Read-only🟡 Write🔴 Delete⚪ Unknown
🟢recommend_llm(task, priority, require_tool_calling, min_context, max_price_per_million)

Get the best LLM provider for your specific agent task. Returns top 3 ranked recommendations with reasoning.

Input Schema

{
  "type": "object",
  "properties": {
    "task": {
      "type": "string",
      "description": "Task type: tool_calling, reasoning, rag, summarization, high_volume, low_latency, general",
      "default": "general"
    },
    "priority": {
      "type": "string",
      "description": "Optimize for: balanced, cost, speed, quality",
      "default": "balanced"
    },
    "require_tool_calling": {
      "type": "boolean",
      "description": "Only return providers with tool calling support"
    },
    "min_context": {
      "type": "number",
      "description": "Minimum context window needed in tokens"
    },
    "max_price_per_million": {
      "type": "number",
      "description": "Maximum input price per million tokens (USD)"
    }
  }
}
🟢list_providers(tool_calling, x402_native, max_price, best_for)

List LLM providers with their capabilities, pricing, and agent scores. Filter by specific requirements.

Input Schema

{
  "type": "object",
  "properties": {
    "tool_calling": {
      "type": "boolean",
      "description": "Only show providers with tool calling"
    },
    "x402_native": {
      "type": "boolean",
      "description": "Only show x402-native providers"
    },
    "max_price": {
      "type": "number",
      "description": "Max input price per million tokens"
    },
    "best_for": {
      "type": "string",
      "description": "Filter by use case: tool_calling, reasoning, cost, speed, long_context, rag"
    }
  }
}
🟢check_provider_status(provider)

Check operational status and recent latency for one or all LLM providers.

Input Schema

{
  "type": "object",
  "properties": {
    "provider": {
      "type": "string",
      "description": "Specific provider slug (e.g. openai-gpt4o). Omit for all."
    }
  }
}

Recommended Prompts

list_items
List all [items] available in LLM Provider Intelligence
Expected tools: list_providers
browse_collection
Show me the [collection] from LLM Provider Intelligence
Expected tools: list_providers

Community

Rate this Server

Evidence

Recent observations

verifiedversion not recorded3 tools
verifiedversion not recorded3 tools
verifiedversion not recorded3 tools
verifiedversion not recorded3 tools
verifiedversion not recorded3 tools
verifiedversion not recorded3 tools